Kittler, J. and Hojjatoleslami, A. (1998) A weighted Combination of Classifiers Employing Shared and Distinct Representation. In: IEEE Computer Society Conference, 23 Jun 1998 - 25 Jun 1998 , Santa Barbara.
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This paper presents a theoretical framework for the combination of soft decisions generated by experts employing mixed (some shared and some distinct) object representations. By taking the confidence of the individuals experts into account, weighted benevolent fusion strategies are derived. This provides a basis for combining classifiers and illustrates that a substantial gain in performance can be achieved by using the opinions of multiple experts. These strategies are experimentally tested and their effectiveness is considered
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